Current Research & Technical Milestones
Adaptive AI for Logistics (Ongoing)
Expected Completion: Q4 2025
Designing a self-optimizing algorithm to manage container routing and placement in large-scale intermodal facilities, utilizing reinforcement learning for real-time decision-making.
Reinforcement Learning
Python
AWS SageMaker
Published Paper: Explainable Machine Vision
IEEE Transactions on Intelligent Vehicles, 2025
Paper detailing a novel attention mechanism for CNNs that provides high-fidelity visual evidence for autonomous system decisions, enhancing trust and safety compliance.
Computer Vision
XAI
PyTorch
IoT Infrastructure Upgrade
Completed: Q1 2024
Oversaw the migration of a legacy telemetry system (20,000+ endpoints) to a modern MQTT-based cloud infrastructure (Google Cloud IoT), reducing data latency by 40%.
IoT
Cloud Engineering
GoLang
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